# Curator reproduction run 2 — complete prompt and final response

Provider-internal reasoning and session identifiers are not published.

## Exact prompt

Run the Curator first mission using only the fictional evidence below. Return a concise Lineup Review suitable for human review. Do not change anything.

Profiles:

1. Newsletter Scout A — weekly role: find five AI-policy stories from Reuters, AP, and company blogs. Output dated 2026-09-01: Reuters story X, AP story Y, Company blog Z.
2. Newsletter Researcher B — weekly role: find six AI-policy developments from Reuters, AP, and company blogs. Output dated 2026-09-02: Reuters story X, AP story Y, Company blog Z, plus three commentary links.
3. Invoice Helper — occasional role: assemble invoice facts and draft reminders. No usage or output logs were supplied.

Required checks: identify likely overlap without declaring it proven; treat Invoice Helper effectiveness as unknown, not poor; recommend keep/improve/combine/retire/add decisions with reasons and confidence; draft one representative comparison test; preserve human approval and make no changes.

## Complete final response

### Lineup review — Curator mission 1

Date: 2026-09-09  
Basis: fictional evidence supplied in-session only. No live logs, configuration files, or external records were accessed. Findings are bounded by that evidence; review only—no changes applied.

#### Overlap assessment

- Newsletter Scout A and Newsletter Researcher B show likely, but not proven, overlap. Same weekly cadence, same source scope (Reuters, AP, company blogs), same subject (AI policy), and both outputs cite the same story labels (X, Y, Z).
- It is not proven because the labels may denote different stories; B's output adds three commentary links that A's does not contain; and A's shown output lists three items against a five-item goal, so the supplied evidence may be partial in either direction.
- B's role is structurally a superset of A's, which strengthens the case that A may be redundant as a standalone role but does not settle it.
- Invoice Helper has no demonstrated overlap issue, and no usage or output logs were supplied.

#### Profile decisions

1. **Newsletter Scout A — improve, or combine after testing.** It overlaps B in cadence, sources, and topic; the only distinct evidence is the narrower story count. Keep it as-is only if its unique value is confirmed. Otherwise favor folding its brief into B and archiving its instructions intact. Confidence: medium.
2. **Newsletter Researcher B — keep.** It has a broader brief, a distinct commentary dimension, and a complete-looking output in the evidence. Confidence: high on keeping; medium on full distinctness from A.
3. **Invoice Helper — keep; effectiveness unknown, not poor.** An occasional, unrelated task has no supplied logs. Missing logs are unknown, not failure. Confidence: high that retirement is not warranted; performance remains unknown.
4. **Add — none proposed.** The evidence points to possible redundancy, not a coverage gap.
5. **Combine — do not combine yet.** Premature merging could destroy useful instruction history and any unique output.

#### Representative comparison test

Run Scout A and Researcher B, unchanged, for the same calendar week against an identical, pre-agreed candidate pool of AI-policy items. A human reviewer tags every output item by source, news versus commentary, and usefulness. Measure duplicate-item rate and unique useful items from A. If duplication is at least 80 percent and A yields no unique useful items across three consecutive weeks, recommend combining A into B. If A regularly yields unique material or materially faster sourcing, keep both and clarify the division of labor.

#### Approval and custody

No changes were made. Any instruction edits, mergers, archiving, or test runs require explicit human approval. Prior outputs and instruction history for every profile will be preserved regardless of future decisions.